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基于代理的建模评估靶向 COVID-19 疫苗接种策略。

Evaluating targeted COVID-19 vaccination strategies with agent-based modeling.

机构信息

Department of Biology, University of Florida, Gainesville, Florida, United States of America.

Emerging Pathogens Institute, University of Florida, Gainesville, Florida, United States of America.

出版信息

PLoS Comput Biol. 2024 May 31;20(5):e1012128. doi: 10.1371/journal.pcbi.1012128. eCollection 2024 May.

DOI:10.1371/journal.pcbi.1012128
PMID:38820570
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11230632/
Abstract

We evaluate approaches to vaccine distribution using an agent-based model of human activity and COVID-19 transmission calibrated to detailed trends in cases, hospitalizations, deaths, seroprevalence, and vaccine breakthrough infections in Florida, USA. We compare the incremental effectiveness for four different distribution strategies at four different levels of vaccine supply, starting in late 2020 through early 2022. Our analysis indicates that the best strategy to reduce severe outcomes would be to actively target high disease-risk individuals. This was true in every scenario, although the advantage was greatest for the intermediate vaccine availability assumptions and relatively modest compared to a simple mass vaccination approach under high vaccine availability. Ring vaccination, while generally the most effective strategy for reducing infections, ultimately proved least effective at preventing deaths. We also consider using age group as a practical surrogate measure for actual disease-risk targeting; this approach also outperforms both simple mass distribution and ring vaccination. We find that quantitative effectiveness of a strategy depends on whether effectiveness is assessed after the alpha, delta, or omicron wave. However, these differences in absolute benefit for the strategies do not change the ranking of their performance at preventing severe outcomes across vaccine availability assumptions.

摘要

我们使用基于代理的人类活动和 COVID-19 传播模型来评估疫苗分发方法,该模型经过校准,可反映美国佛罗里达州病例、住院、死亡、血清阳性率和疫苗突破性感染的详细趋势。我们比较了在 2020 年底至 2022 年初不同疫苗供应水平下的四种不同分发策略的增量效果。我们的分析表明,减少严重后果的最佳策略是积极针对高疾病风险人群。在每种情况下都是如此,尽管在中等疫苗供应假设下优势最大,并且与高疫苗供应下的简单大规模疫苗接种方法相比,优势相对较小。虽然环形疫苗接种通常是减少感染的最有效策略,但最终在预防死亡方面效果最差。我们还考虑使用年龄组作为实际疾病风险靶向的实用替代指标;这种方法也优于简单的大规模分发和环形疫苗接种。我们发现,策略的定量效果取决于在评估策略的有效性时是在 alpha、delta 还是 omicron 波之后。然而,这些策略在绝对效益方面的差异并不能改变它们在不同疫苗供应假设下预防严重后果的表现排名。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/a901e6efb12f/pcbi.1012128.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/8fe2089e0ecc/pcbi.1012128.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/a57eadc9d589/pcbi.1012128.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/a901e6efb12f/pcbi.1012128.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/8fe2089e0ecc/pcbi.1012128.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/a57eadc9d589/pcbi.1012128.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5c48/11230632/a901e6efb12f/pcbi.1012128.g005.jpg

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